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ResearchFormerly WizWand

Temperature Prediction (T850) on WeatherBench ERA5 2017-2018 5.625° (test)

1.42RMSE (3-day forecast)SMOE (pretrained)
1.38721.60861.832.0514Nov 24, 2022
Updated 8mo ago

Evaluation results

MethodLinks
SMOE (pretrained)Pre-training=true, Additional Data=Extra ERA5, Resolution=1.4°2022.111.422.06
SMOE (pretrained)Pre-training=true, Additional Data=Extra ERA52022.111.462.19
SMOE (pretrained)Pre-training=true2022.111.572.34
3x3 convs → SMOESMOE Replacement=All 3x3 convolutions, Gate Prior=true2022.111.662.6
R&T (pretrained)Pre-training=true2022.111.662.43
3x3 convs → SMOESMOE Replacement=All 3x3 convolutions2022.111.692.65
LRLCN2022.111.732.79
Last layer SMOESMOE Position=After final convolution2022.111.732.78
Rasp and ThuereyArchitecture=ResNet, Width=2x2022.111.762.78
SMOE after first layerSMOE Position=After first convolution2022.111.772.8
Rasp and ThuereyArchitecture=ResNet2022.111.82.84
3x3 convs → SMOESMOE Replacement=All 3x3 convolutions, Gate Initialization=Random fixed2022.111.892.96
ViT (2x2)Patch size=2x22022.112.242.88